most citedReinforcement Learning for Few-Shot Text Generation Adaptation

6 citations · 6 across the 4 of their papers we have counts for

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cs.CL2026

Certify or Refuse: A Cross-Model Map for Selective Risk Control with Coverage Floors under Covariate Shift

Jiamiao Liu, Dewen Qiao, Yu Zhang +1

Certified selective predictors attain whatever coverage they attain; operators impose an automation floor: answer at least a -fraction of shifted target traffic with at most an…

cs.CL2021★ 6 cited

Reinforcement Learning for Few-Shot Text Generation Adaptation

Pengsen Cheng, Jinqiao Dai, Jiamiao Liu +2

Controlling the generative model to adapt a new domain with limited samples is a difficult challenge and it is receiving increasing attention. Recently, methods based on meta-learn…